The room had a strange tension, a feeling of being wound too tight. The large, empty aquarium stood like a monument to a battle already lost.

"It's just one little fish, Sam," Chloe said, her voice laced with a hint of desperation.

Sam avoided her gaze, focusing instead on carefully rearranging the books on the shelf. Each book was placed with meticulous precision, a silent statement of control.

He’d spent weeks researching the optimal temperature, the best filtration systems. He’d meticulously planned the placement of the tank, the type of gravel, the species of fish. Now, he wouldn't budge. He wouldn’t be manipulated.

He wouldn't give her the satisfaction. The very thought of it made his stomach clench.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349